Abstract
Random sequences with random or stochastic indices controlled by a doubly stochastic Poisson process are considered in this paper. A Poisson stochastic index process (PSI-process) is a random process with the continuous time ψ(t) obtained by subordinating a sequence of random variables (ξj), j = 0, 1, …, by a doubly stochastic Poisson process Π1(tλ) via the substitution ψ(t) = \({{\xi }_{{{{\Pi }_{1}}(t\lambda )}}}\), t \( \geqslant \) 0, where the random intensity λ is assumed independent of the standard Poisson process Π1. In this paper, we restrict our consideration to the case of independent identically distributed random variables (ξj) with a finite variance. We find a representation of the fractional Ornstein–Uhlenbeck process with the Hurst exponent H ∈ (0, 1/2) introduced and investigated by R. Wolpert and M. Taqqu (2005) in the form of a limit of normalized sums of independent identically distributed PSI-processes with an explicitly given distribution of the random intensity λ. This fractional Ornstein–Uhlenbeck process provides a local, at t = 0, mean-square approximation of the fractional Brownian motion with the same Hurst exponent H ∈ (0, 1/2). We examine in detail two examples of PSI-processes with the random intensity λ generating the fractional Ornstein–Uhlenbeck process in the Wolpert and Taqqu sense. These are a telegraph process arising when ξ0 has a Rademacher distribution ±1 with the probability 1/2 and a PSI-process with the uniform distribution for ξ0. For these two examples, we calculate the exact and the asymptotic values of the local modulus of continuity for a single PSI-process over a small fixed time span.
Similar content being viewed by others
Notes
Note that an integral written in the form of (8) can be equivalently defined as a stochastic integral over the increments of standard two-direction Brownian motion dW(s), s ∈ \(\mathbb{R}\), with the increments introduced formally into (8) instead of W(ds) (see, e.g., [13], Ch. IX).
REFERENCES
B. Mandelbrot, Fractales, Hasard et Finance (Flammarion, Paris, 2009; Regulyarnaya Khaoticheskaya Dinamika, Moscow, 2004).
B. Mandelbrot and R. L. Hudson, The (Mis)behavior of Markets. A Fractal View of Risk, Ruin, and Reward (Basic Books, New York, 2006; Vil’yams, Moscow, 2006).
R. L. Wolpert and M. S. Taqqu, “Fractional Ornstein–Uhlenbeck Lévy processes and the Telecom process: Upstairs and downstairs,” Signal Process. 85, 1523–1545 (2005). https://doi.org/10.1016/j.sigpro.2004.09.016
F. Reif, Fundamentals of Statistical and Thermal Physics (McGraw-Hill, New York, 1965).
J. W. Lamperti, “Semi-stable stochastic processes,” Trans. Am. Math. Soc. 104, 62–78 (1962).
O. E. Barndorff-Nielsen and V. Pérez-Abreu, “Stationary and self-similar processes driven by Lévy processes,” Stoch. Proc. Appl. 84, 357–369 (1999). https://doi.org/10.1016/S0304-4149(99)00061-7
O. Rusakov and M. Laskin, “Self-similarity in the wide sense for information flows with a random load free on distribution,” in Proc. 2017 Eur. Conf. on Electrical Engineering and Computer Science (EECS 2017), Bern, Switzerland, Nov. 17–19,2017 (IEEE, Piscataway, NJ, 2017), pp. 142–146. https://doi.org/10.1109/eecs.2017.35
Y. Hu, D. Nualart, and H. Zhou, “Parameter estimation for fractional Ornstein–Uhlenbeck processes of general Hurst parameter,” Stat. Inference Stoch. Process. 22, 111–142 (2017).
O. V. Rusakov, “Tightness of the sums of independent identically distributed pseudo-Poisson processes in the Skorokhod space,” J. Math. Sci. 225, 805–811 (2017). https://doi.org/10.1007/s10958-017-3496-z
M. Kac, “A stochastic model related to the telegrapher’s equation,” Rocky Mt. J. Math. 4, 497–510 (1974). https://doi.org/10.1216/RMJ-1974-4-3-497
J. F. C. Kingman, Poisson Processes (Claderon Press, Oxford, 1993; MTsNMO, Moscow, 2007).
O. V. Rusakov, “Pseudo-Poissonian processes with stochastic intensity and a class of processes which generalize the Ornstein–Uhlenbeck process,” Vestn. St. Petersburg Univ.: Math. 50, 153–160 (2017). https://doi.org/10.3103/S106345411702011X
J. L. Doob, Stochastic Processes (Wiley, New York, 1953; Inostrannaya Literatura, Moscow, 1956).
M. Abramowitz and I. A. Stegun, Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables (Dover, New York, 1972; Nauka, Moscow, 1979).
K. R. Parthasarathy and S. R. S. Varadhan, “Extension of stationary stochastic processes,” Theory Probab. Appl. 9, 65–71 (1964). https://doi.org/10.1137/1109006
Funding
The contributions of O.V. Rusakov and Yu.V. Yakubovich were partially supported by the Russian Foundation for Basic Research, project no. 20-01-00646 A.
Author information
Authors and Affiliations
Corresponding authors
Additional information
Translated by N. Semenova
About this article
Cite this article
Rusakov, O.V., Yakubovich, Y.V. & Baev, B.A. On Some Local Asymptotic Properties of Sequences with a Random Index. Vestnik St.Petersb. Univ.Math. 53, 308–319 (2020). https://doi.org/10.1134/S1063454120030115
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1134/S1063454120030115